Data without feature selection

Data with feature selection

Before tune-up

After tune-up

Before tune-up

After tune-up

Accuracy of the test data set

0.8084

0.8110

0.8136

0.8215

Precision

0.8086

0.8114

0.8154

0.8219

Recall

0.8084

0.8110

0.8136

0.8215

F1_score

0.8085

0.8112

0.8142

0.8217

Roc_auc score

0.8659

0.8612

0.8620

0.8708